Mistakes often made in the interpretation of R^2 beyond the standard textbook by people who haven’t studied the ‘Fooled by Randomness’ effect on parameters of distribution, particularly when samples are small.
[Twitter] A mini tutorial explaining the #FooledbyRandomness point